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From Lévy to Brownian: A Computational Model Based on Biological Fluctuation

BACKGROUND: Theoretical studies predict that Lévy walks maximizes the chance of encountering randomly distributed targets with a low density, but Brownian walks is favorable inside a patch of targets with high density. Recently, experimental data reports that some animals indeed show a Lévy and Brow...

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Detalles Bibliográficos
Autores principales: Nurzaman, Surya G., Matsumoto, Yoshio, Nakamura, Yutaka, Shirai, Kazumichi, Koizumi, Satoshi, Ishiguro, Hiroshi
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3033405/
https://www.ncbi.nlm.nih.gov/pubmed/21304911
http://dx.doi.org/10.1371/journal.pone.0016168
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author Nurzaman, Surya G.
Matsumoto, Yoshio
Nakamura, Yutaka
Shirai, Kazumichi
Koizumi, Satoshi
Ishiguro, Hiroshi
author_facet Nurzaman, Surya G.
Matsumoto, Yoshio
Nakamura, Yutaka
Shirai, Kazumichi
Koizumi, Satoshi
Ishiguro, Hiroshi
author_sort Nurzaman, Surya G.
collection PubMed
description BACKGROUND: Theoretical studies predict that Lévy walks maximizes the chance of encountering randomly distributed targets with a low density, but Brownian walks is favorable inside a patch of targets with high density. Recently, experimental data reports that some animals indeed show a Lévy and Brownian walk movement patterns when forage for foods in areas with low and high density. This paper presents a simple, Gaussian-noise utilizing computational model that can realize such behavior. METHODOLOGY/PRINCIPAL FINDINGS: We extend Lévy walks model of one of the simplest creature, Escherichia coli, based on biological fluctuation framework. We build a simulation of a simple, generic animal to observe whether Lévy or Brownian walks will be performed properly depends on the target density, and investigate the emergent behavior in a commonly faced patchy environment where the density alternates. CONCLUSIONS/SIGNIFICANCE: Based on the model, animal behavior of choosing Lévy or Brownian walk movement patterns based on the target density is able to be generated, without changing the essence of the stochastic property in Escherichia coli physiological mechanism as explained by related researches. The emergent behavior and its benefits in a patchy environment are also discussed. The model provides a framework for further investigation on the role of internal noise in realizing adaptive and efficient foraging behavior.
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spelling pubmed-30334052011-02-08 From Lévy to Brownian: A Computational Model Based on Biological Fluctuation Nurzaman, Surya G. Matsumoto, Yoshio Nakamura, Yutaka Shirai, Kazumichi Koizumi, Satoshi Ishiguro, Hiroshi PLoS One Research Article BACKGROUND: Theoretical studies predict that Lévy walks maximizes the chance of encountering randomly distributed targets with a low density, but Brownian walks is favorable inside a patch of targets with high density. Recently, experimental data reports that some animals indeed show a Lévy and Brownian walk movement patterns when forage for foods in areas with low and high density. This paper presents a simple, Gaussian-noise utilizing computational model that can realize such behavior. METHODOLOGY/PRINCIPAL FINDINGS: We extend Lévy walks model of one of the simplest creature, Escherichia coli, based on biological fluctuation framework. We build a simulation of a simple, generic animal to observe whether Lévy or Brownian walks will be performed properly depends on the target density, and investigate the emergent behavior in a commonly faced patchy environment where the density alternates. CONCLUSIONS/SIGNIFICANCE: Based on the model, animal behavior of choosing Lévy or Brownian walk movement patterns based on the target density is able to be generated, without changing the essence of the stochastic property in Escherichia coli physiological mechanism as explained by related researches. The emergent behavior and its benefits in a patchy environment are also discussed. The model provides a framework for further investigation on the role of internal noise in realizing adaptive and efficient foraging behavior. Public Library of Science 2011-02-03 /pmc/articles/PMC3033405/ /pubmed/21304911 http://dx.doi.org/10.1371/journal.pone.0016168 Text en Nurzaman et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Nurzaman, Surya G.
Matsumoto, Yoshio
Nakamura, Yutaka
Shirai, Kazumichi
Koizumi, Satoshi
Ishiguro, Hiroshi
From Lévy to Brownian: A Computational Model Based on Biological Fluctuation
title From Lévy to Brownian: A Computational Model Based on Biological Fluctuation
title_full From Lévy to Brownian: A Computational Model Based on Biological Fluctuation
title_fullStr From Lévy to Brownian: A Computational Model Based on Biological Fluctuation
title_full_unstemmed From Lévy to Brownian: A Computational Model Based on Biological Fluctuation
title_short From Lévy to Brownian: A Computational Model Based on Biological Fluctuation
title_sort from lévy to brownian: a computational model based on biological fluctuation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3033405/
https://www.ncbi.nlm.nih.gov/pubmed/21304911
http://dx.doi.org/10.1371/journal.pone.0016168
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